{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import os\n",
    "from os.path import join\n",
    "import glob\n",
    "import xml.etree.ElementTree as ET\n",
    "import pickle\n",
    "import numpy as np\n",
    "import PIL.Image as Image\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#to dji_training\n",
    "dataset_path = '/home/leeyh/detection/detector/data_training/'\n",
    "classes_name = []\n",
    "classes_tags = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/leeyh/detection/detector/data_training/person9\n",
      "/home/leeyh/detection/detector/data_training/person27\n",
      "/home/leeyh/detection/detector/data_training/wakeboard4\n",
      "/home/leeyh/detection/detector/data_training/building1\n",
      "/home/leeyh/detection/detector/data_training/person1\n",
      "/home/leeyh/detection/detector/data_training/car23\n",
      "/home/leeyh/detection/detector/data_training/riding1\n",
      "/home/leeyh/detection/detector/data_training/boat2\n",
      "/home/leeyh/detection/detector/data_training/riding14\n",
      "/home/leeyh/detection/detector/data_training/car6\n",
      "/home/leeyh/detection/detector/data_training/person11\n",
      "/home/leeyh/detection/detector/data_training/person3\n",
      "/home/leeyh/detection/detector/data_training/drone3\n",
      "/home/leeyh/detection/detector/data_training/riding9\n",
      "/home/leeyh/detection/detector/data_training/riding10\n",
      "/home/leeyh/detection/detector/data_training/riding6\n",
      "/home/leeyh/detection/detector/data_training/drone4\n",
      "/home/leeyh/detection/detector/data_training/person14\n",
      "/home/leeyh/detection/detector/data_training/riding4\n",
      "/home/leeyh/detection/detector/data_training/riding3\n",
      "/home/leeyh/detection/detector/data_training/drone1\n",
      "/home/leeyh/detection/detector/data_training/car21\n",
      "/home/leeyh/detection/detector/data_training/wakeboard2\n",
      "/home/leeyh/detection/detector/data_training/boat7\n",
      "/home/leeyh/detection/detector/data_training/riding7\n",
      "/home/leeyh/detection/detector/data_training/car8\n",
      "/home/leeyh/detection/detector/data_training/person21\n",
      "/home/leeyh/detection/detector/data_training/person12\n",
      "/home/leeyh/detection/detector/data_training/car10\n",
      "/home/leeyh/detection/detector/data_training/wakeboard1\n",
      "/home/leeyh/detection/detector/data_training/car9\n",
      "/home/leeyh/detection/detector/data_training/person13\n",
      "/home/leeyh/detection/detector/data_training/group2\n",
      "/home/leeyh/detection/detector/data_training/person10\n",
      "/home/leeyh/detection/detector/data_training/person22\n",
      "/home/leeyh/detection/detector/data_training/riding11\n",
      "/home/leeyh/detection/detector/data_training/person17\n",
      "/home/leeyh/detection/detector/data_training/car16\n",
      "/home/leeyh/detection/detector/data_training/riding15\n",
      "/home/leeyh/detection/detector/data_training/person24\n",
      "/home/leeyh/detection/detector/data_training/building2\n",
      "/home/leeyh/detection/detector/data_training/group3\n",
      "/home/leeyh/detection/detector/data_training/horseride1\n",
      "/home/leeyh/detection/detector/data_training/person29\n",
      "/home/leeyh/detection/detector/data_training/car7\n",
      "/home/leeyh/detection/detector/data_training/car4\n",
      "/home/leeyh/detection/detector/data_training/boat8\n",
      "/home/leeyh/detection/detector/data_training/person23\n",
      "/home/leeyh/detection/detector/data_training/boat3\n",
      "/home/leeyh/detection/detector/data_training/wakeboard3\n",
      "/home/leeyh/detection/detector/data_training/person8\n",
      "/home/leeyh/detection/detector/data_training/person15\n",
      "/home/leeyh/detection/detector/data_training/car12\n",
      "/home/leeyh/detection/detector/data_training/person16\n",
      "/home/leeyh/detection/detector/data_training/person7\n",
      "/home/leeyh/detection/detector/data_training/boat6\n",
      "/home/leeyh/detection/detector/data_training/truck1\n",
      "/home/leeyh/detection/detector/data_training/car1\n",
      "/home/leeyh/detection/detector/data_training/riding12\n",
      "/home/leeyh/detection/detector/data_training/person20\n",
      "/home/leeyh/detection/detector/data_training/car24\n",
      "/home/leeyh/detection/detector/data_training/riding5\n",
      "/home/leeyh/detection/detector/data_training/person19\n",
      "/home/leeyh/detection/detector/data_training/drone2\n",
      "/home/leeyh/detection/detector/data_training/person25\n",
      "/home/leeyh/detection/detector/data_training/paraglider1\n",
      "/home/leeyh/detection/detector/data_training/car13\n",
      "/home/leeyh/detection/detector/data_training/riding2\n",
      "/home/leeyh/detection/detector/data_training/riding13\n",
      "/home/leeyh/detection/detector/data_training/car20\n",
      "/home/leeyh/detection/detector/data_training/riding16\n",
      "/home/leeyh/detection/detector/data_training/whale1\n",
      "/home/leeyh/detection/detector/data_training/riding17\n",
      "/home/leeyh/detection/detector/data_training/person2\n",
      "/home/leeyh/detection/detector/data_training/person28\n",
      "/home/leeyh/detection/detector/data_training/person26\n",
      "/home/leeyh/detection/detector/data_training/car17\n",
      "/home/leeyh/detection/detector/data_training/car19\n",
      "/home/leeyh/detection/detector/data_training/person5\n",
      "/home/leeyh/detection/detector/data_training/person4\n",
      "/home/leeyh/detection/detector/data_training/car15\n",
      "/home/leeyh/detection/detector/data_training/boat1\n",
      "/home/leeyh/detection/detector/data_training/riding8\n",
      "/home/leeyh/detection/detector/data_training/boat4\n",
      "/home/leeyh/detection/detector/data_training/boat5\n",
      "/home/leeyh/detection/detector/data_training/group1\n",
      "/home/leeyh/detection/detector/data_training/car14\n",
      "/home/leeyh/detection/detector/data_training/car18\n",
      "/home/leeyh/detection/detector/data_training/truck2\n",
      "/home/leeyh/detection/detector/data_training/car2\n",
      "/home/leeyh/detection/detector/data_training/person18\n",
      "/home/leeyh/detection/detector/data_training/car3\n",
      "/home/leeyh/detection/detector/data_training/person6\n",
      "/home/leeyh/detection/detector/data_training/car22\n",
      "/home/leeyh/detection/detector/data_training/building3\n",
      "/home/leeyh/detection/detector/data_training/bird1\n",
      "/home/leeyh/detection/detector/data_training/car11\n",
      "/home/leeyh/detection/detector/data_training/car5\n"
     ]
    }
   ],
   "source": [
    "for path in glob.glob(os.path.join(dataset_path, '*')):\n",
    "    classes_name.append(path.replace(dataset_path,''))\n",
    "    class_tag = []\n",
    "    for gt_file in glob.glob(os.path.join(path, '*.xml')):\n",
    "        class_tag_pair = []\n",
    "        gt_img = gt_file.replace('.xml','.jpg')\n",
    "        tree = ET.ElementTree(file=gt_file)\n",
    "        b=np.zeros(4,dtype=float)\n",
    "        for elem in tree.iter():\n",
    "            if(elem.tag=='xmin'):\n",
    "                b[0]=float(elem.text)\n",
    "            if(elem.tag=='xmax'):\n",
    "                b[1]=float(elem.text)\n",
    "            if(elem.tag=='ymin'):\n",
    "                b[2]=float(elem.text)\n",
    "            if(elem.tag=='ymax'):\n",
    "                b[3]=float(elem.text)\n",
    "        if b[2]!= 0  and b[3]!= 0:\n",
    "            img = Image.open(gt_img).convert('RGB')\n",
    "            size = img.size\n",
    "            bs = [(b[1]-b[0])*1./size[0],\\\n",
    "                  (b[3]-b[2])*1./size[1],\\\n",
    "                  (b[1]+b[0])*0.5/size[0],\\\n",
    "                 (b[2]+b[3])*0.5/size[1]]\n",
    "            class_tag_pair.append(gt_img)\n",
    "            class_tag_pair.append(bs)\n",
    "            class_tag.append(class_tag_pair)\n",
    "    classes_tags.append(class_tag)\n",
    "    print path\n",
    "            \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('dji.txt', 'w') as outfile:\n",
    "    json.dump(classes_tags, outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "with open('dji.txt', 'r') as outfile:\n",
    "    data_loaded = json.load(outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 572,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#to UAV123\n",
    "dataset_path = '/home/leeyh/Downloads/UAV123/data_seq/UAV123/'\n",
    "gts_path = '/home/leeyh/Downloads/UAV123/anno/UAV/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 573,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person22\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car1\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car1_s\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person10\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car5\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person11\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/building4\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/building2\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person8\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/uav5\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car8\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/uav3\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/group1\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car15\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/wakeboard3\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car17\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person1_s\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person21\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/uav2\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car12\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/group2\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/boat3\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car3_s\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person9\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/uav4\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person18\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/boat5\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/uav8\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person1\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/wakeboard2\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person2_s\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/boat4\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car2\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/truck3\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/wakeboard4\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car11\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person20\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/group3\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car2_s\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/wakeboard10\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/boat8\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/truck2\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car10\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/bird1\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/boat9\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/bike3\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person23\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car18\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person19\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/uav6\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/boat7\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person13\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/boat1\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person4\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/wakeboard9\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/wakeboard7\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person17\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person3_s\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/building1\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/bike2\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car9\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/boat6\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/building5\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car4_s\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car3\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car6\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/wakeboard1\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person3\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car16\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/building3\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/truck1\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/bike1\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car13\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person2\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/boat2\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/wakeboard5\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car7\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person5\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person16\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car4\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/uav7\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person15\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person6\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/truck4\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/car14\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/wakeboard6\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/uav1\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person14\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/wakeboard8\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person7\n",
      "/home/leeyh/Downloads/UAV123/data_seq/UAV123/person12\n"
     ]
    }
   ],
   "source": [
    "classes_name = []\n",
    "classes_tags = []\n",
    "for path in glob.glob(os.path.join(gts_path, '*.txt')):\n",
    "    classes_name.append(path.replace(gts_path,'').replace('.txt',''))\n",
    "    \n",
    "    gts = np.loadtxt(path,delimiter = ',')\n",
    "    class_tag = []\n",
    "    \n",
    "    img_folder_path = os.path.join(dataset_path, path.replace(gts_path,'').replace('.txt',''))\n",
    "    print img_folder_path\n",
    "    for i in xrange(len(gts)):\n",
    "        class_tag_pair = []\n",
    "        gt_img = os.path.join(img_folder_path,'%06d.jpg'%(i+1))\n",
    "\n",
    "        if os.path.exists(gt_img):\n",
    "            if gts[i][2]!=0 and gts[i][3]!= 0 and np.isnan(gts[i][2]) ==False and  np.isnan(gts[i][3]) ==False:\n",
    "                img = Image.open(gt_img).convert('RGB')\n",
    "                size = img.size\n",
    "                bs = [gts[i][2]/size[0],gts[i][3]/size[1],gts[i][0]/size[0],gts[i][1]/size[1]]\n",
    "                class_tag_pair.append(gt_img)\n",
    "                class_tag_pair.append(bs)\n",
    "                class_tag.append(class_tag_pair)\n",
    "    classes_tags.append(class_tag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 574,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for seq in classes_tags:\n",
    "    for fr in seq:\n",
    "        fr[1][2] = fr[1][2] + fr[1][0]/2\n",
    "        fr[1][3] = fr[1][3] + fr[1][1]/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 575,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('uav.txt', 'w') as outfile:\n",
    "    json.dump(classes_tags, outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('test.txt', 'r') as outfile:\n",
    "    data_loaded = json.load(outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = random.choice(data_loaded)\n",
    "b = random.choice(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random.randint(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/home/leeyh/Downloads/dji_test/sample/993.jpg',\n",
       " [0.034375, 0.08055555555555556, 0.4875, 0.5208333333333334]]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_loaded[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 938,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ind = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 939,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "995"
      ]
     },
     "execution_count": 939,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data_loaded[ind])-1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 970,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = data_loaded[ind][5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 971,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = Image.open(a[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 972,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x3fff94bc4990>"
      ]
     },
     "execution_count": 972,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EoitJEn2Ss4KgPoummqFZ4z40AiR1vwLUsDs/VL79ifH7MPSAjwNrmbJk3BNt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rqJVWaIB+IsA/kgrlvZlMWqa6QqNdvdmtOxF7OfpuF0OhLyJKEtMiFyPYqAIdOKm5s9mcpj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\niqd4is95PG30T/EUT/EUn/P4fwHxLqfweB6z+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3ffd878d4bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 973,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "w = a[1][0]*img.size[0]\n",
    "h = a[1][1]*img.size[1]\n",
    "x = a[1][2]*img.size[0]\n",
    "y = a[1][3]*img.size[1]\n",
    "minx = x -w/2\n",
    "miny = y - h/2\n",
    "maxx = x+w/2\n",
    "maxy = y+h/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 974,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABMAAAA0CAIAAADnm5QVAAAH8UlEQVR4nEWVy85lVRWF522ttfc+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\nJstljwoC4k5Dz4vFgimYwn8BlYv5igvVUSQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=19x52 at 0x3FFF95103D90>"
      ]
     },
     "execution_count": 974,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.crop((minx,miny,maxx,maxy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 945,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#to dji_test\n",
    "dataset_path = '/home/leeyh/Downloads/dji_test/'\n",
    "classes_name = []\n",
    "classes_tags = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 932,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/leeyh/Downloads/dji_test/sample\n",
      "/home/leeyh/Downloads/dji_test/sampleBounded\n"
     ]
    }
   ],
   "source": [
    "for path in glob.glob(os.path.join(dataset_path, '*')):\n",
    "    if path == '/home/leeyh/Downloads/dji_test/sample':\n",
    "        classes_name.append(path.replace(dataset_path,''))\n",
    "        class_tag = []\n",
    "        for gt_file in glob.glob(os.path.join(path, '*.xml')):\n",
    "            class_tag_pair = []\n",
    "            gt_img = gt_file.replace('.xml','.jpg')\n",
    "            tree = ET.ElementTree(file=gt_file)\n",
    "            b=np.zeros(4,dtype=float)\n",
    "            for elem in tree.iter():\n",
    "                if(elem.tag=='xmin'):\n",
    "                    b[0]=float(elem.text)\n",
    "                if(elem.tag=='xmax'):\n",
    "                    b[1]=float(elem.text)\n",
    "                if(elem.tag=='ymin'):\n",
    "                    b[2]=float(elem.text)\n",
    "                if(elem.tag=='ymax'):\n",
    "                    b[3]=float(elem.text)\n",
    "            if b[2]!= 0  and b[3]!= 0:\n",
    "                img = Image.open(gt_img).convert('RGB')\n",
    "                size = img.size\n",
    "                bs = [(b[1]-b[0])*1./size[0],\\\n",
    "                      (b[3]-b[2])*1./size[1],\\\n",
    "                      (b[1]+b[0])*0.5/size[0],\\\n",
    "                     (b[2]+b[3])*0.5/size[1]]\n",
    "                class_tag_pair.append(gt_img)\n",
    "                class_tag_pair.append(bs)\n",
    "                class_tag.append(class_tag_pair)\n",
    "        classes_tags.append(class_tag)\n",
    "    print path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 933,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/home/leeyh/Downloads/dji_test/sample/932.jpg',\n",
       " [0.032812500000000001,\n",
       "  0.083333333333333329,\n",
       "  0.48984375000000002,\n",
       "  0.50555555555555554]]"
      ]
     },
     "execution_count": 933,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classes_tags[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 934,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('test.txt', 'w') as outfile:\n",
    "    json.dump(classes_tags, outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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